Skip to main content
Top
Published in: Quality & Quantity 2/2015

01-03-2015

Investigating heterogeneity in residents’ attitudes toward tourism with an IRT multidimensional approach

Authors: Cristina Bernini, Mariagiulia Matteucci, Stefania Mignani

Published in: Quality & Quantity | Issue 2/2015

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The novelty of this study is to propose multidimensional item response theory (IRT) models for the investigation of heterogeneity in residents’ perceptions and attitudes toward the tourism industry. By following the social exchange theory, a sample of residents in the Romagna area (Italy) were invited to declare their agreement to some aspects related to benefits and costs of the tourism industry in 2010. The analysis suggests that the additive IRT model with two kind of latent variables (viz. the general latent trait measuring attitude toward tourism and two specific latent traits measuring perceptions on benefits and costs of tourism) fits the data adequately. Moreover, the estimated scores show that the tourism features are perceived differently by the residents, supporting the hypothesis that perceptions and attitudes change with regard to the individuals’ characteristics. Finally, the analysis proposes how the parameters of the IRT models can be interpreted in this new context.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Footnotes
1
As a robustness check, we also estimated a measurement model on the two latent variables’ costs and benefits by using the SEM approach. The correlation among the latent factors equals \(\widehat{r\_Lisrel}_{12} =-0.25\left( {0.00} \right) \) and is highly statistically significant.
 
2
Since the scores have a different range, they have been normalised in the range [0; 1].
 
Literature
go back to reference Albert, J.H.: Bayesian estimation of normal ogive item response curves using Gibbs sampling. J. Educ. Stat. 17, 251–269 (1992)CrossRef Albert, J.H.: Bayesian estimation of normal ogive item response curves using Gibbs sampling. J. Educ. Stat. 17, 251–269 (1992)CrossRef
go back to reference Béguin, A.A., Glas, C.A.W.: MCMC estimation and some model-fit analysis of multidimensional IRT models. Psychometrika 66, 541–562 (2001)CrossRef Béguin, A.A., Glas, C.A.W.: MCMC estimation and some model-fit analysis of multidimensional IRT models. Psychometrika 66, 541–562 (2001)CrossRef
go back to reference Bock, R.D., Aitkin, M.: Marginal maximum likelihood estimation of item parameters: application of an EM algorithm. Psychometrika 46, 443–459 (1981)CrossRef Bock, R.D., Aitkin, M.: Marginal maximum likelihood estimation of item parameters: application of an EM algorithm. Psychometrika 46, 443–459 (1981)CrossRef
go back to reference Bolt, D.M., Lall, V.F.: Estimation of compensatory and noncompensatory multidimensional item response models using Markov chain Monte Carlo. Appl. Psychol. Meas. 27, 395–414 (2003)CrossRef Bolt, D.M., Lall, V.F.: Estimation of compensatory and noncompensatory multidimensional item response models using Markov chain Monte Carlo. Appl. Psychol. Meas. 27, 395–414 (2003)CrossRef
go back to reference Bortolotti, S.L.V., Tezza, R., de Andrade, D.F., Bornia, A.C., Souza Júnior, A.F.: Relevance and advantages of using the item response theory. Qual. Quant. 47(4), 2341–2360 (2013)CrossRef Bortolotti, S.L.V., Tezza, R., de Andrade, D.F., Bornia, A.C., Souza Júnior, A.F.: Relevance and advantages of using the item response theory. Qual. Quant. 47(4), 2341–2360 (2013)CrossRef
go back to reference Chen, F.F., West, S.G., Sousa, K.H.: A comparison of bifactor and second-order models of quality of life. Multivar. Behav. Res. 41(2), 189–225 (2006)CrossRef Chen, F.F., West, S.G., Sousa, K.H.: A comparison of bifactor and second-order models of quality of life. Multivar. Behav. Res. 41(2), 189–225 (2006)CrossRef
go back to reference Deery, M., Jago, L., Fredline, L.: Rethinking social impacts of tourism research: a new research agenda. Tour. Manag. 33, 64–73 (2012)CrossRef Deery, M., Jago, L., Fredline, L.: Rethinking social impacts of tourism research: a new research agenda. Tour. Manag. 33, 64–73 (2012)CrossRef
go back to reference de Jong, M.-G., Steenkamp, J.-B.E.M., Fox, J.-P., Baumgartner, H.: Using item response theory to measure extreme response style in marketing research: a global investigation. J. Mark. Res. XLV, 104–115 (2008) de Jong, M.-G., Steenkamp, J.-B.E.M., Fox, J.-P., Baumgartner, H.: Using item response theory to measure extreme response style in marketing research: a global investigation. J. Mark. Res. XLV, 104–115 (2008)
go back to reference Dyer, P., Gursoy, D., Sharma, B., Carter, J.: Structural modelling of resident perceptions of tourism and associated development on the Sunshine Coast. Aust. Tour. Manag. 28(2), 409–422 (2007)CrossRef Dyer, P., Gursoy, D., Sharma, B., Carter, J.: Structural modelling of resident perceptions of tourism and associated development on the Sunshine Coast. Aust. Tour. Manag. 28(2), 409–422 (2007)CrossRef
go back to reference Ferrari, P.A., Annoni, P., Manzi, G.: Evaluation and comparison of European countries: public opinion on services. Qual. Quant. 44(6), 1191–1205 (2010)CrossRef Ferrari, P.A., Annoni, P., Manzi, G.: Evaluation and comparison of European countries: public opinion on services. Qual. Quant. 44(6), 1191–1205 (2010)CrossRef
go back to reference Ferrari, P.A., Salini, S.: Complementary use of Rasch Models and nonlinear principal components analysis in the assessment of the opinion of Europeans about utilities. J. Classif. 28, 53–56 (2011)CrossRef Ferrari, P.A., Salini, S.: Complementary use of Rasch Models and nonlinear principal components analysis in the assessment of the opinion of Europeans about utilities. J. Classif. 28, 53–56 (2011)CrossRef
go back to reference Geman, S., Geman, D.: Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images. IEEE Trans. Pattern Anal. Mach. Intell. 6, 721–741 (1984)CrossRef Geman, S., Geman, D.: Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images. IEEE Trans. Pattern Anal. Mach. Intell. 6, 721–741 (1984)CrossRef
go back to reference Gibbons, R., Hedeker, D.R.: Full-information item bi-factor analysis. Psychometrika 57, 423–436 (1992)CrossRef Gibbons, R., Hedeker, D.R.: Full-information item bi-factor analysis. Psychometrika 57, 423–436 (1992)CrossRef
go back to reference Glöckner-Rist, A., Hoijtink, H.: The best of both worlds: factor analysis of dichotomous data using item response theory and structural equation modeling. Struct. Equ. Model. 10(4), 544–565 (2003)CrossRef Glöckner-Rist, A., Hoijtink, H.: The best of both worlds: factor analysis of dichotomous data using item response theory and structural equation modeling. Struct. Equ. Model. 10(4), 544–565 (2003)CrossRef
go back to reference Gu, H., Ryan, C.: Place attachment, identity and community impacts of tourism: the case of a Beijing Hutong. Tour. Manag. 29, 637–647 (2008)CrossRef Gu, H., Ryan, C.: Place attachment, identity and community impacts of tourism: the case of a Beijing Hutong. Tour. Manag. 29, 637–647 (2008)CrossRef
go back to reference Gursoy, D., Kendall, K.W.: Hosting mega events: modeling locals’ support. Ann. Tour. Res. 33(3), 603–623 (2006)CrossRef Gursoy, D., Kendall, K.W.: Hosting mega events: modeling locals’ support. Ann. Tour. Res. 33(3), 603–623 (2006)CrossRef
go back to reference Gursoy, D., Rutherford, D.: Host attitudes toward tourism: an improved structural model. Ann. Tour. Res. 31, 495–516 (2004)CrossRef Gursoy, D., Rutherford, D.: Host attitudes toward tourism: an improved structural model. Ann. Tour. Res. 31, 495–516 (2004)CrossRef
go back to reference Gursoy, D., Chi, C.G., Dyer, P.: An examination of locals’ attitudes. Ann. Tour. Res. 36, 723–726 (2009)CrossRef Gursoy, D., Chi, C.G., Dyer, P.: An examination of locals’ attitudes. Ann. Tour. Res. 36, 723–726 (2009)CrossRef
go back to reference Hambleton, R.K., Swaminathan, H., Rogers, H.J.: Fundamentals of item response theory. Sage Publications, Newbury Park (1991) Hambleton, R.K., Swaminathan, H., Rogers, H.J.: Fundamentals of item response theory. Sage Publications, Newbury Park (1991)
go back to reference Holzinger, K.J., Swineford, F.: The bi-factor method. Psychometrika 2, 41–54 (1937)CrossRef Holzinger, K.J., Swineford, F.: The bi-factor method. Psychometrika 2, 41–54 (1937)CrossRef
go back to reference Huang, H.Y., Wang, W.C., Chen, P.H., Su, C.M.: Higher-order item response models for hierarchical latent traits. Appl. Psychol. Meas. 37(8), 619–637 (2013) Huang, H.Y., Wang, W.C., Chen, P.H., Su, C.M.: Higher-order item response models for hierarchical latent traits. Appl. Psychol. Meas. 37(8), 619–637 (2013)
go back to reference Jöreskog, K.G., Moustaki, I.: Factor analysis of ordinal variables. a comparison of three approach. Multivar. Behav. Res. 36, 347–387 (2001)CrossRef Jöreskog, K.G., Moustaki, I.: Factor analysis of ordinal variables. a comparison of three approach. Multivar. Behav. Res. 36, 347–387 (2001)CrossRef
go back to reference Jöreskog, K.G., Sorbom, D.: LISREL 8 user’s reference guide. Scientific Software International, Lincolnwood (1999) Jöreskog, K.G., Sorbom, D.: LISREL 8 user’s reference guide. Scientific Software International, Lincolnwood (1999)
go back to reference Lee, T.H.: Influence analysis of community resident support for sustainable tourism development. Tour. Manag. 34, 37–46 (2013)CrossRef Lee, T.H.: Influence analysis of community resident support for sustainable tourism development. Tour. Manag. 34, 37–46 (2013)CrossRef
go back to reference Lord, F.M., Novick, M.R.: Statistical theories of mental test scores. Addison-Wesley, Reading (1968) Lord, F.M., Novick, M.R.: Statistical theories of mental test scores. Addison-Wesley, Reading (1968)
go back to reference Matteucci, M.: An investigation of parameter recovery in MCMC estimation for the additive IRT model. Commun. Stat. 43(4), 751–770 (2014)CrossRef Matteucci, M.: An investigation of parameter recovery in MCMC estimation for the additive IRT model. Commun. Stat. 43(4), 751–770 (2014)CrossRef
go back to reference Muthén, B.O.: Beyond SEM: general latent variable modeling. Behaviormetrika 29(1), 81–117 (2002)CrossRef Muthén, B.O.: Beyond SEM: general latent variable modeling. Behaviormetrika 29(1), 81–117 (2002)CrossRef
go back to reference Nicholas, L., Thapa, B., Ko, Y.: Residents’ perspectives of a world heritage site: the Pitons Management Area. St. Lucia Ann. Tour. Res. 36(3), 390–412 (2009)CrossRef Nicholas, L., Thapa, B., Ko, Y.: Residents’ perspectives of a world heritage site: the Pitons Management Area. St. Lucia Ann. Tour. Res. 36(3), 390–412 (2009)CrossRef
go back to reference Nunkoo, R., Ramkissoon, H.: Developing a community support model for tourism. Ann. Tour. Res. 38(3), 964–988 (2011)CrossRef Nunkoo, R., Ramkissoon, H.: Developing a community support model for tourism. Ann. Tour. Res. 38(3), 964–988 (2011)CrossRef
go back to reference Oviedo-García, M.A., Castellano-Verdugo, M., Martín-Ruiz, D.: Gaining residents’ support for tourism and planning. Int. J. Tour. Res. 10(2), 95–109 (2008)CrossRef Oviedo-García, M.A., Castellano-Verdugo, M., Martín-Ruiz, D.: Gaining residents’ support for tourism and planning. Int. J. Tour. Res. 10(2), 95–109 (2008)CrossRef
go back to reference Pagani, L., Zanarotti, M.C.: Some uses of Rasch models parameters in customer satisfaction data analysis. Qual. Technol. Qual. Manag. 7(1), 83–95 (2010) Pagani, L., Zanarotti, M.C.: Some uses of Rasch models parameters in customer satisfaction data analysis. Qual. Technol. Qual. Manag. 7(1), 83–95 (2010)
go back to reference Patz, R.J., Junker, B.W.: A straightforward approach to Markov chain Monte Carlo methods for item response models. J. Educ. Behav. Stat. 24, 146–178 (1999)CrossRef Patz, R.J., Junker, B.W.: A straightforward approach to Markov chain Monte Carlo methods for item response models. J. Educ. Behav. Stat. 24, 146–178 (1999)CrossRef
go back to reference Reckase, M.: Multidimensional item response theory. Springer-Verlag, New York (2009)CrossRef Reckase, M.: Multidimensional item response theory. Springer-Verlag, New York (2009)CrossRef
go back to reference Sebele, L.S.: Community-based tourism ventures, benefits and challenges: Khama Rhino Sanctuary Trust, Central District. Botsw. Tour. Manag. 31, 136–146 (2010)CrossRef Sebele, L.S.: Community-based tourism ventures, benefits and challenges: Khama Rhino Sanctuary Trust, Central District. Botsw. Tour. Manag. 31, 136–146 (2010)CrossRef
go back to reference Sheng, Y.: Bayesian estimation of MIRT models with general and specific traits in MATLAB. J. Stat. Softw. 34, 1–27 (2010) Sheng, Y.: Bayesian estimation of MIRT models with general and specific traits in MATLAB. J. Stat. Softw. 34, 1–27 (2010)
go back to reference Sheng, Y., Wikle, C.K.: Comparing multiunidimensional and unidimensional item response theory models. Educ. Psychol. Meas. 67, 899–919 (2007)CrossRef Sheng, Y., Wikle, C.K.: Comparing multiunidimensional and unidimensional item response theory models. Educ. Psychol. Meas. 67, 899–919 (2007)CrossRef
go back to reference Sheng, Y., Wikle, C.K.: Bayesian multidimensional IRT models with an hierarchical structure. Educ. Psychol. Meas. 68, 413–430 (2008)CrossRef Sheng, Y., Wikle, C.K.: Bayesian multidimensional IRT models with an hierarchical structure. Educ. Psychol. Meas. 68, 413–430 (2008)CrossRef
go back to reference Sheng, Y., Wikle, C.K.: Bayesian IRT models incorporating general and specific abilities. Behaviormetrika 36, 27–48 (2009)CrossRef Sheng, Y., Wikle, C.K.: Bayesian IRT models incorporating general and specific abilities. Behaviormetrika 36, 27–48 (2009)CrossRef
go back to reference Sinharay, S.: Experiences with Markov chain Monte Carlo convergence assessment in two psychometric examples. J. Educ. Behav. Stat. 29, 461–488 (2004)CrossRef Sinharay, S.: Experiences with Markov chain Monte Carlo convergence assessment in two psychometric examples. J. Educ. Behav. Stat. 29, 461–488 (2004)CrossRef
go back to reference Sinharay, S.: Posterior predictive assessment of item response theory models. Appl. Psychol. Meas. 30, 298–321 (2006)CrossRef Sinharay, S.: Posterior predictive assessment of item response theory models. Appl. Psychol. Meas. 30, 298–321 (2006)CrossRef
go back to reference Spencer, D., Nsiah, C.: The economic consequences of community support for tourism: a case study of a heritage fish hatchery. Tour. Manag. 34, 221–230 (2013)CrossRef Spencer, D., Nsiah, C.: The economic consequences of community support for tourism: a case study of a heritage fish hatchery. Tour. Manag. 34, 221–230 (2013)CrossRef
go back to reference Szeles, M.R., Fusco, A.: Item response theory and the measurement of deprivation: evidence from Luxembourg data. Qual. Quant. 47, 1545–1560 (2013)CrossRef Szeles, M.R., Fusco, A.: Item response theory and the measurement of deprivation: evidence from Luxembourg data. Qual. Quant. 47, 1545–1560 (2013)CrossRef
go back to reference Takane, Y., de Leeuw, J.: On the relationship between item response theory and factor analysis of discretized variables. Psychometrika 52, 393–408 (1987)CrossRef Takane, Y., de Leeuw, J.: On the relationship between item response theory and factor analysis of discretized variables. Psychometrika 52, 393–408 (1987)CrossRef
go back to reference Vargas-Sánchez, A., de los Ángeles Plaza-Mejía, M., Porras-Bueno, N.: Understanding residents’ attitudes toward the development of industrial tourism in a former mining. J. Travel Res. 47, 373–387 (2009)CrossRef Vargas-Sánchez, A., de los Ángeles Plaza-Mejía, M., Porras-Bueno, N.: Understanding residents’ attitudes toward the development of industrial tourism in a former mining. J. Travel Res. 47, 373–387 (2009)CrossRef
go back to reference Ward, C., Berno, T.: Beyond social exchange theory: attitude toward tourists. Ann. Tour. Res. 38, 1556–1569 (2011)CrossRef Ward, C., Berno, T.: Beyond social exchange theory: attitude toward tourists. Ann. Tour. Res. 38, 1556–1569 (2011)CrossRef
go back to reference Wang, W.-C., Chen, P.-H., Cheng, Y.-Y.: Improving measurement precision of test batteries using multidimensional item response models. Psychol. Meas. 9, 116–136 (2004) Wang, W.-C., Chen, P.-H., Cheng, Y.-Y.: Improving measurement precision of test batteries using multidimensional item response models. Psychol. Meas. 9, 116–136 (2004)
go back to reference Wirth, R.J., Edwards, M.C.: Item factor analysis: current approaches and future directions. Psychol. Method 12, 58–79 (2007)CrossRef Wirth, R.J., Edwards, M.C.: Item factor analysis: current approaches and future directions. Psychol. Method 12, 58–79 (2007)CrossRef
go back to reference Yung, Y.F., Thissen, D., McLeod, L.D.: On the relationship between the higher-order factor model and the hierarchical factor model. Psychometrika 64, 113–128 (1999)CrossRef Yung, Y.F., Thissen, D., McLeod, L.D.: On the relationship between the higher-order factor model and the hierarchical factor model. Psychometrika 64, 113–128 (1999)CrossRef
Metadata
Title
Investigating heterogeneity in residents’ attitudes toward tourism with an IRT multidimensional approach
Authors
Cristina Bernini
Mariagiulia Matteucci
Stefania Mignani
Publication date
01-03-2015
Publisher
Springer Netherlands
Published in
Quality & Quantity / Issue 2/2015
Print ISSN: 0033-5177
Electronic ISSN: 1573-7845
DOI
https://doi.org/10.1007/s11135-014-0024-9

Other articles of this Issue 2/2015

Quality & Quantity 2/2015 Go to the issue

Premium Partner